Given the rapid development and widespread application of the cooperative economy, an in-depth understanding and continuous focus on its research has become necessary. This study utilizes bibliometric analysis tools, CiteSpace and Bibliometrix, along with visualization techniques, to systematically analyze the progression and trends in cooperative economy research. Each of these tools has its unique advantages and functionalities that supplement each other in the application of bibliometric analysis, enhancing the comprehensiveness and effectiveness of the research. The aim of this study is to reveal the core themes, knowledge structure, and academic influence of cooperative economy research, providing valuable insights and references for future studies. Furthermore, this study explores the application and combination of CiteSpace and Bibliometrix in bibliometric analysis, offering a new perspective for research methodology. The findings are anticipated to contribute to the further development of cooperative economy research, providing theoretical and practical references for the sustainable development of society and economy.